{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>customerID</th>\n",
       "      <th>gender</th>\n",
       "      <th>SeniorCitizen</th>\n",
       "      <th>Partner</th>\n",
       "      <th>Dependents</th>\n",
       "      <th>tenure</th>\n",
       "      <th>PhoneService</th>\n",
       "      <th>MultipleLines</th>\n",
       "      <th>InternetService</th>\n",
       "      <th>OnlineSecurity</th>\n",
       "      <th>...</th>\n",
       "      <th>DeviceProtection</th>\n",
       "      <th>TechSupport</th>\n",
       "      <th>StreamingTV</th>\n",
       "      <th>StreamingMovies</th>\n",
       "      <th>Contract</th>\n",
       "      <th>PaperlessBilling</th>\n",
       "      <th>PaymentMethod</th>\n",
       "      <th>MonthlyCharges</th>\n",
       "      <th>TotalCharges</th>\n",
       "      <th>Churn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7590-VHVEG</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1</td>\n",
       "      <td>No</td>\n",
       "      <td>No phone service</td>\n",
       "      <td>DSL</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Electronic check</td>\n",
       "      <td>29.85</td>\n",
       "      <td>29.85</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5575-GNVDE</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>34</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>One year</td>\n",
       "      <td>No</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>56.95</td>\n",
       "      <td>1889.5</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3668-QPYBK</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>2</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>53.85</td>\n",
       "      <td>108.15</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>7795-CFOCW</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>45</td>\n",
       "      <td>No</td>\n",
       "      <td>No phone service</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>One year</td>\n",
       "      <td>No</td>\n",
       "      <td>Bank transfer (automatic)</td>\n",
       "      <td>42.30</td>\n",
       "      <td>1840.75</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9237-HQITU</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>2</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Fiber optic</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Electronic check</td>\n",
       "      <td>70.70</td>\n",
       "      <td>151.65</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   customerID  gender  SeniorCitizen Partner Dependents  tenure PhoneService  \\\n",
       "0  7590-VHVEG  Female              0     Yes         No       1           No   \n",
       "1  5575-GNVDE    Male              0      No         No      34          Yes   \n",
       "2  3668-QPYBK    Male              0      No         No       2          Yes   \n",
       "3  7795-CFOCW    Male              0      No         No      45           No   \n",
       "4  9237-HQITU  Female              0      No         No       2          Yes   \n",
       "\n",
       "      MultipleLines InternetService OnlineSecurity  ... DeviceProtection  \\\n",
       "0  No phone service             DSL             No  ...               No   \n",
       "1                No             DSL            Yes  ...              Yes   \n",
       "2                No             DSL            Yes  ...               No   \n",
       "3  No phone service             DSL            Yes  ...              Yes   \n",
       "4                No     Fiber optic             No  ...               No   \n",
       "\n",
       "  TechSupport StreamingTV StreamingMovies        Contract PaperlessBilling  \\\n",
       "0          No          No              No  Month-to-month              Yes   \n",
       "1          No          No              No        One year               No   \n",
       "2          No          No              No  Month-to-month              Yes   \n",
       "3         Yes          No              No        One year               No   \n",
       "4          No          No              No  Month-to-month              Yes   \n",
       "\n",
       "               PaymentMethod MonthlyCharges  TotalCharges Churn  \n",
       "0           Electronic check          29.85         29.85    No  \n",
       "1               Mailed check          56.95        1889.5    No  \n",
       "2               Mailed check          53.85        108.15   Yes  \n",
       "3  Bank transfer (automatic)          42.30       1840.75    No  \n",
       "4           Electronic check          70.70        151.65   Yes  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "churn_data = pd.read_csv('https://raw.githubusercontent.com/'\n",
    "                         'treselle-systems/customer_churn_analysis/'\n",
    "                         'master/WA_Fn-UseC_-Telco-Customer-Churn.csv')\n",
    "churn_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "churn_data = churn_data.set_index('customerID')\n",
    "churn_data = churn_data.drop(['TotalCharges'], axis=1)\n",
    "\n",
    "# The dataset is naturally heirarchical: some columns only apply to some users. Ex, if you don't have internet \n",
    "# then the column OnlineBackup isn't applicable, as it's value is \"No internet service\". We \n",
    "# are going to map this back to No. We will treat the hierachical nature by stratifying on the \n",
    "# different services a user may have. \n",
    "churn_data = churn_data.applymap(lambda x: \"No\" if str(x).startswith(\"No \") else x)\n",
    "\n",
    "strata_cols = ['InternetService', 'StreamingMovies', 'StreamingTV', 'PhoneService']\n",
    "\n",
    "df = pd.get_dummies(churn_data, \n",
    "                    columns=churn_data.columns.difference(strata_cols + ['tenure', 'MonthlyCharges']), \n",
    "                    drop_first=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from lifelines import CoxPHFitter\n",
    "\n",
    "cph = CoxPHFitter().fit(df, 'tenure', 'Churn_Yes', strata=strata_cols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<lifelines.CoxPHFitter: fitted with 7043 observations, 5174 censored>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<lifelines.CoxPHFitter: fitted with 7043 observations, 5174 censored>\n",
      "      duration col = 'tenure'\n",
      "         event col = 'Churn_Yes'\n",
      "            strata = ['InternetService', 'StreamingMovies', 'StreamingTV', 'PhoneService']\n",
      "number of subjects = 7043\n",
      "  number of events = 1869\n",
      "    log-likelihood = -10106.05\n",
      "  time fit was run = 2019-05-01 18:48:41 UTC\n",
      "\n",
      "---\n",
      "                                       coef exp(coef)  se(coef)      z      p  -log2(p)  lower 0.95  upper 0.95\n",
      "3                                                                                                              \n",
      "MonthlyCharges                        -0.01      0.99      0.02  -0.24   0.81      0.31       -0.05        0.04\n",
      "Contract_One year                     -1.59      0.20      0.09 -17.82 <0.005    233.65       -1.77       -1.42\n",
      "Contract_Two year                     -3.11      0.04      0.17 -18.00 <0.005    238.16       -3.45       -2.77\n",
      "Dependents_Yes                        -0.05      0.95      0.07  -0.67   0.50      0.99       -0.18        0.09\n",
      "DeviceProtection_Yes                  -0.32      0.73      0.13  -2.51   0.01      6.39       -0.56       -0.07\n",
      "MultipleLines_Yes                     -0.44      0.64      0.13  -3.47 <0.005     10.89       -0.69       -0.19\n",
      "OnlineBackup_Yes                      -0.65      0.52      0.13  -5.09 <0.005     21.39       -0.90       -0.40\n",
      "OnlineSecurity_Yes                    -0.62      0.54      0.13  -4.65 <0.005     18.20       -0.88       -0.36\n",
      "PaperlessBilling_Yes                   0.19      1.21      0.06   3.29 <0.005      9.97        0.08        0.30\n",
      "Partner_Yes                           -0.53      0.59      0.06  -9.57 <0.005     69.69       -0.64       -0.42\n",
      "PaymentMethod_Credit card (automatic) -0.11      0.90      0.09  -1.18   0.24      2.06       -0.29        0.07\n",
      "PaymentMethod_Electronic check         0.56      1.76      0.07   7.88 <0.005     48.06        0.42        0.70\n",
      "PaymentMethod_Mailed check             0.51      1.66      0.09   5.65 <0.005     25.85        0.33        0.68\n",
      "SeniorCitizen_1                       -0.06      0.94      0.06  -1.00   0.32      1.67       -0.17        0.05\n",
      "TechSupport_Yes                       -0.40      0.67      0.13  -2.99 <0.005      8.49       -0.66       -0.14\n",
      "gender_Male                           -0.09      0.91      0.05  -1.98   0.05      4.40       -0.18       -0.00\n",
      "---\n",
      "Concordance = 0.83\n",
      "Log-likelihood ratio test = 2614.83 on 16 df, -log2(p)=inf\n"
     ]
    }
   ],
   "source": [
    "cph.print_summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11ce2dac8>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 372,
       "width": 674
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.subplots(figsize=(8, 6))\n",
    "cph.plot(ax=ax[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 380
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 373
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 380
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 373
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 373
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 373
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 373
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 373
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 373
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 373
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 373
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 373
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 386
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cph.plot_covariate_groups('Contract_Two year', values=[0, 1]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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